{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def time_format(df):\n",
    "    try:\n",
    "        df[\"timestamp\"] = pd.to_datetime(df[\"timestamp\"], format='%Y-%m-%d %H:%M:%S')\n",
    "    except:\n",
    "        print('There is no timestamp column')\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define a making pivot figure function\n",
    "def pivot_figure(df_pivot_2016, df_pivot_2017, df_pivot_2018, max_id, name_list):\n",
    "    warnings.filterwarnings(\"ignore\")\n",
    "    # check 10 days data\n",
    "    start_time = datetime.date(2016, 1, 1)\n",
    "    end_time = datetime.date(2016, 1, 10)\n",
    "    # make figures\n",
    "    plt.figure(figsize = (18,6))\n",
    "    plt.plot(df_pivot_2016.loc[start_time:end_time, max_id], markerfacecolor='blue', label = name_list[0])\n",
    "    plt.plot(df_pivot_2017.loc[start_time:end_time, max_id], markerfacecolor='yellow', label = name_list[1])  \n",
    "    plt.plot(df_pivot_2018.loc[start_time:end_time, max_id], markerfacecolor='olive', label = name_list[2])\n",
    "    plt.title(name_list[3])\n",
    "    plt.savefig(\"./Output/png/\" + name_list[4], bbox_inches = 'tight', dpi = 300)\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# import csv files\n",
    "df_weather_train = pd.read_csv('../Resources/weather_train.csv')\n",
    "df_weather_test = pd.read_csv('../Resources/weather_test.csv')\n",
    "# change the format of timestamp\n",
    "df_weather_train = time_format(df_weather_train)\n",
    "df_weather_test = time_format(df_weather_test)\n",
    "# make the pivot for dataframe to make the figure\n",
    "pivot_weather_train = df_weather_train.pivot(index = 'timestamp', columns = 'site_id', values = 'air_temperature')\n",
    "# find the max nan value site id\n",
    "max_id = pivot_weather_train.count().idxmin()\n",
    "# site all weather data to same time by minus 1 year\n",
    "df_weather_test['timestamp'] = df_weather_test['timestamp'] - datetime.timedelta(366)\n",
    "pivot_weather_2017 = df_weather_test.pivot(index = 'timestamp', columns = 'site_id', values = 'air_temperature')\n",
    "df_weather_test['timestamp'] = df_weather_test['timestamp'] - datetime.timedelta(365)\n",
    "pivot_weather_2018 = df_weather_test.pivot(index = 'timestamp', columns = 'site_id', values = 'air_temperature')\n",
    "name_list = ['2016', '2017', '2018', 'site 15 air_temperature initial data', 'site_15_air_temp_initial.png']\n",
    "pivot_figure(pivot_weather_train, pivot_weather_2017, pivot_weather_2018, max_id, name_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fill_poly(df_pivot):\n",
    "    return df_pivot.fillna(df_pivot.interpolate(method='polynomial', order=3))\n",
    "def fill_linear(df_pivot):\n",
    "    return df_pivot.fillna(df_pivot.interpolate(method='linear'))\n",
    "def fill_both(df_pivot):\n",
    "    df_pivot = (df_pivot.fillna(df_pivot.interpolate(method='linear', limit_direction='both')) +\n",
    "                df_pivot.fillna(df_pivot.interpolate(method='polynomial', order=3, limit_direction='both'))) * 0.5\n",
    "    # workaround: fill last NANs with neighbour\n",
    "    # only the first item is missing\n",
    "    assert df_pivot.count().min() >= len(df_pivot)-1\n",
    "    # fill with second item\n",
    "    return df_pivot.fillna(df_pivot.iloc[1])         "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot 2 different method of interpolation of polynomial and linear\n",
    "# reload csv file\n",
    "df_weather_test = pd.read_csv('../Resources/weather_test.csv')\n",
    "df_weather_test = time_format(df_weather_test)\n",
    "pivot_weather_train = df_weather_train.pivot(index = 'timestamp', columns = 'site_id', values = 'air_temperature')\n",
    "# find the max nan value site id\n",
    "max_id = pivot_weather_train.count().idxmin()\n",
    "pivot_poly = fill_poly(pivot_weather_train)\n",
    "pivot_linear = fill_linear(pivot_weather_train)\n",
    "pivot_both = fill_both(pivot_weather_train)\n",
    "name_list = ['polynomial', 'linear', 'both', 'site 15 air_temperature fill data', 'site_15_air_temp_filling_test.png']\n",
    "pivot_figure(pivot_poly, pivot_linear, pivot_both, max_id, name_list)\n",
    "# Cubic interpolation is generally the best option but the data is a bit too noisy for it, \n",
    "# so 50/50% mix with linear interpolation seems better"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def real_fill_nan(df_weather):\n",
    "    df = None\n",
    "    for col in ['air_temperature', 'dew_temperature']:\n",
    "        df_temp = fill_both(df_weather.pivot(index='timestamp', columns='site_id', values=col))\n",
    "        df_temp = df_temp.sort_index().unstack().to_frame(col)\n",
    "        if df is None:\n",
    "            df = df_temp\n",
    "        else:\n",
    "            df[col] = df_temp[col]\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fill the nan by mixture interpolation and change negative value to 0 in \n",
    "# 'cloud_coverage', 'precip_depth_1_hr', 'wind_direction', 'wind_speed'\n",
    "for i in ['train', 'test']:\n",
    "    df_weather = pd.read_csv(f'../Resources/weather_{i}.csv')\n",
    "    df_weather = time_format(df_weather)\n",
    "    df_temp = real_fill_nan(df_weather)\n",
    "    columns_name = ['site_id', 'timestamp', 'cloud_coverage', 'precip_depth_1_hr', 'wind_direction', 'wind_speed']\n",
    "    df_temp = df_temp.reset_index().merge(df_weather[columns_name], how='left', on=['site_id', 'timestamp'])\\\n",
    "              .set_index(['site_id', 'timestamp'])\n",
    "    for j in ['cloud_coverage', 'precip_depth_1_hr', 'wind_direction', 'wind_speed']:\n",
    "        df_temp.loc[df_temp[j] < 0, j] = 0\n",
    "        df_temp.fillna(0, inplace=True)\n",
    "    df_temp.reset_index().to_csv(f'./Output/csv/weather_{i}_cleaned.csv', index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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